Automatic text processing: the transformation, analysis, and retrieval of information by computer
Automatic text processing: the transformation, analysis, and retrieval of information by computer
Using collaborative filtering to weave an information tapestry
Communications of the ACM - Special issue on information filtering
The weighted majority algorithm
Information and Computation
GroupLens: an open architecture for collaborative filtering of netnews
CSCW '94 Proceedings of the 1994 ACM conference on Computer supported cooperative work
Recommending and evaluating choices in a virtual community of use
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Pointing the way: active collaborative filtering
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Social information filtering: algorithms for automating “word of mouth”
CHI '95 Proceedings of the SIGCHI Conference on Human Factors in Computing Systems
Market-based control: a paradigm for distributed resource allocation
Market-based control: a paradigm for distributed resource allocation
Communications of the ACM
PHOAKS: a system for sharing recommendations
Communications of the ACM
Fab: content-based, collaborative recommendation
Communications of the ACM
GroupLens: applying collaborative filtering to Usenet news
Communications of the ACM
The Michigan Internet AuctionBot: a configurable auction server for human and software agents
AGENTS '98 Proceedings of the second international conference on Autonomous agents
Readings in intelligent user interfaces
CSCW '98 Proceedings of the 1998 ACM conference on Computer supported cooperative work
Distributed rational decision making
Multiagent systems
The effects of jitter on the peceptual quality of video
MULTIMEDIA '99 Proceedings of the seventh ACM international conference on Multimedia (Part 2)
Electronic commerce: a managerial perspective
Electronic commerce: a managerial perspective
A Framework for Collaborative, Content-Based and Demographic Filtering
Artificial Intelligence Review - Special issue on data mining on the Internet
Explaining collaborative filtering recommendations
CSCW '00 Proceedings of the 2000 ACM conference on Computer supported cooperative work
An agent-based approach for building complex software systems
Communications of the ACM
MEMOIR — an open framework for enhanced navigation of distributed information
Information Processing and Management: an International Journal
Competitive market-based allocation of consumer attention space
Proceedings of the 3rd ACM conference on Electronic Commerce
Hybrid Recommender Systems: Survey and Experiments
User Modeling and User-Adapted Interaction
User Modeling for Adaptive News Access
User Modeling and User-Adapted Interaction
A Taxonomy of Recommender Agents on theInternet
Artificial Intelligence Review
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Proceedings of the Seventeenth National Conference on Artificial Intelligence and Twelfth Conference on Innovative Applications of Artificial Intelligence
Symmetric Collaborative Filtering Using the Noisy Sensor Model
UAI '01 Proceedings of the 17th Conference in Uncertainty in Artificial Intelligence
Recommender systems: a market-based design
AAMAS '03 Proceedings of the second international joint conference on Autonomous agents and multiagent systems
Webcrawler: finding what people want
Webcrawler: finding what people want
Evaluating collaborative filtering recommender systems
ACM Transactions on Information Systems (TOIS)
Knowledge and Information Systems
Market-based recommendation: Agents that compete for consumer attention
ACM Transactions on Internet Technology (TOIT)
A market-based approach to recommender systems
ACM Transactions on Information Systems (TOIS)
Computational-Mechanism Design: A Call to Arms
IEEE Intelligent Systems
SIFT: a tool for wide-area information dissemination
TCON'95 Proceedings of the USENIX 1995 Technical Conference Proceedings
Syskill & webert: Identifying interesting web sites
AAAI'96 Proceedings of the thirteenth national conference on Artificial intelligence - Volume 1
Empirical analysis of predictive algorithms for collaborative filtering
UAI'98 Proceedings of the Fourteenth conference on Uncertainty in artificial intelligence
A market-based approach to recommender systems
ACM Transactions on Information Systems (TOIS)
Evaluating peer-to-peer recommender systems that exploit spontaneous affinities
Proceedings of the 2007 ACM symposium on Applied computing
Buyer agent to enhance consumer awareness: SAATHI
Electronic Commerce Research and Applications
Browsing Assistance Service for Intranet Information Systems
ICDM '08 Proceedings of the 8th industrial conference on Advances in Data Mining: Medical Applications, E-Commerce, Marketing, and Theoretical Aspects
A peer-to-peer recommender system based on spontaneous affinities
ACM Transactions on Internet Technology (TOIT)
TREPPS: A Trust-based Recommender System for Peer Production Services
Expert Systems with Applications: An International Journal
A Fair Peer Selection Algorithm for an Ecommerce-Oriented Distributed Recommender System
Proceedings of the 2006 conference on Advances in Intelligent IT: Active Media Technology 2006
A Neural Network Hybrid Recommender System
Proceedings of the 2011 conference on Neural Nets WIRN10: Proceedings of the 20th Italian Workshop on Neural Nets
Information market based recommender systems fusion
Proceedings of the 2nd International Workshop on Information Heterogeneity and Fusion in Recommender Systems
A hybrid approach for personalized recommendation of news on the Web
Expert Systems with Applications: An International Journal
Implicit: a multi-agent recommendation system for web search
Autonomous Agents and Multi-Agent Systems
A literature review and classification of recommender systems research
Expert Systems with Applications: An International Journal
Motivating and supporting user interaction with recommender systems
ECDL'07 Proceedings of the 11th European conference on Research and Advanced Technology for Digital Libraries
Journal of Management Information Systems
| Hi-index | 0.00 |
Recommender systems have been widely advocated as a way of coping with the problem of information overload for knowledge workers. Given this, multiple recommendation methods have been developed. However, it has been shown that no one technique is best for all users in all situations. Thus we believe that effective recommender systems should incorporate a wide variety of such techniques and that some form of overarching framework should be put in place to coordinate the various recommendations so that only the best of them (from whatever source) are presented to the user. To this end, we show that a marketplace, in which the various recommendation methods compete to offer their recommendations to the user, can be used in this role. Specifically, this article presents the principled design of such a marketplace (including the auction protocol, the reward mechanism, and the bidding strategies of the individual recommendation agents) and evaluates the market's capability to effectively coordinate multiple methods. Through analysis and simulation, we show that our market is capable of shortlisting recommendations in decreasing order of user perceived quality and of correlating the individual agent's internal quality rating to the user's perceived quality.